AI-Powered MLR Review Is Coming. Are You Ready?
- Sakshi Meshram
- Mar 6
- 2 min read
October 23, 2025 | Virtual

Winter is coming. And for pharmaceutical organisations still relying on manual MLR review, so is something far more disruptive. AITHENA co-founder and Director Dr. William McCully opened his session at the PharmaBrands Accelerating Medical Affairs digital summit with exactly that provocation "AI-Powered MLR Review Is Coming – Are You Ready?", putting the readiness question front and centre for medical affairs professionals across the UK.
The virtual event, hosted by PharmaBrands on October 23rd, brought together medical affairs leaders from across the UK to examine how artificial intelligence is reshaping pharmaceutical compliance. The programme focused on real-world AI case studies and the practical steps teams need to take to future-proof their functions while maintaining regulatory trust.
Rather than framing AI adoption as a distant horizon, Dr. McCully explored the readiness gap that already exists inside many pharmaceutical organisations and what's at stake for those that move too slowly. The session addressed the practical realities of transitioning from manual to AI-assisted MLR workflows, from governance and training to the cultural shift required for teams to work effectively alongside intelligent review systems.
AITHENA's participation at Accelerating Medical Affairs reflects the company's broader commitment to leading with education, not just technology. As pharmaceutical organisations face mounting pressure to reduce review timelines without compromising compliance standards, the conversation has shifted from whether to adopt AI, to how, and how fast. Dr. McCully's session gave attendees a grounded, expert-led view of what that journey actually looks like.
The PharmaBrands Medical Affairs Conference has become a key forum for the UK's most forward-thinking pharmaceutical professionals, and AITHENA's inclusion as a presenting organisation underscores its growing position at the intersection of AI innovation and regulatory compliance. With MLRcle already demonstrating what autonomous review can deliver — comprehensive material reviews in minutes, aligned to ABPI and EFPIA standards — the readiness conversation is no longer theoretical.



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